Runbooks — On-Demand Procedural Context for AI Agents
A convention for externalizing step-by-step procedures from CLAUDE.md and AGENTS.md into on-demand runbook files, saving context window tokens while keeping agent workflows discoverable.
532 Commits in One Day: What Multi-Agent Sessions Reveal About Security and Debugging
A single day with 11 parallel agent-doc sessions produced 532 git commits across bug fixes, correspondence, and feature development. The debugging session alone took 292 commits to untangle snapshot rollbacks, duplicate writes, and session lifecycle failures. Here's what dog-fooding an agentic tool teaches you about multi-user security and complex debugging.
Existence-Lang: Pneuma, Noumena & Phenomena in Software Ontology
A deep dive into existence-lang ontology development — building a formal language for modeling reality in software systems. Explores pneuma, noumena, phenomena, universal applicability, precision as possibility space, and permaculture as systemic design.
Agent-Doc: Building a Cross-Platform FFI Plugin with Socket IPC
Live session replacing file-based IPC with cross-platform socket communication in agent-doc's FFI plugin backend — centralizing editor plugin logic in Rust rather than duplicating across JetBrains, VS Code, Vim, and Zed.
Module Harness, Back-Testing, and Building a Domain Ontology with Agents
A live session exploring module-level harness context for agent-doc, back-testing concepts for evaluating harness effectiveness, agent teams vs organic architecture, and the first real usage of existence language to build a domain ontology — with the agent defining its own terminology.
Ep2: The Snowball Bug — Skill to Binary Series
Moving boundary management into the binary reveals a cascading corruption bug. Conditional reinsertion causes each cycle to perpetuate a missing boundary. Also: AI agents as probabilistic algorithms and context window optimization.
Skill to Binary: Debugging agent-doc Live — 6-Part Mini-Series
A 7.5-hour live coding mini-series documenting the migration of agent-doc's boundary management from the Claude Code skill into deterministic binary/plugin code — and the cascade of bugs discovered along the way.
Ep5: Preflight & Browser Extension — Skill to Binary Series
YouTube comment automation research, designing the preflight command, fixing the IPC boundary reposition bug, and planning a browser extension for platform automation.
Ep3: AST Parsing & GPU Transcription — Skill to Binary Series
Replacing regex with pulldown-cmark AST, debugging boundary markers across IPC paths, adding CUDA GPU transcription to corky, and designing the YouTube publishing pipeline.
Ep6: Deterministic Primitives — Skill to Binary Series
The design principle that emerged: put deterministic operations in the binary, let agents handle probabilistic coordination. Session wrap-up and reflections on AI-assisted development velocity.
Brian Takita's Posts
The articles that I have posted to this site…